Medical Image Segmentation on FLARE
95.21Mean DiceTarget Supervision
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Target SupervisionBackbone=U-Net, Protocol=Upper Bound2026.06 | 95.21 | — | — | — | — | 1.31 | |
| Target SupervisionBackbone=Swin UNETR, Protocol=Upper Bound2026.06 | 94.88 | — | — | — | — | 1.51 | |
| 3D RepUX-NetNumber of Parameters=65.8M, FLOPs=757.4G2023.03 | 94.4 | 98.4 | 97 | 98.3 | 83.7 | — | |
| RepOptimizerNumber of Parameters=65.8M, FLOPs=757.4G2023.03 | 93.7 | 98.1 | 96.9 | 98.1 | 82.2 | — | |
| 3D UX-NetKernel size=k=7, Number of Parameters=53.0M, FLOPs=639.4G2023.03 | 93.4 | 98.1 | 96.9 | 98.2 | 80.1 | — | |
| 3D UX-NetKernel size=k=21, Number of Parameters=65.9M, FLOPs=757.6G2023.03 | 93 | 98 | 96.8 | 97.9 | 79.5 | — | |
| SwinUNETRNumber of Parameters=62.2M, FLOPs=328.4G2023.03 | 92.9 | 97.9 | 96.5 | 98 | 78.8 | — | |
| nn-UNetNumber of Parameters=31.2M, FLOPs=743.3G2023.03 | 92.6 | 97.1 | 96.6 | 97.6 | 79.2 | — | |
| nnFormerNumber of Parameters=149.3M, FLOPs=240.2G2023.03 | 90.6 | 97.3 | 96 | 97.5 | 71.7 | — | |
| TransBTSNumber of Parameters=31.6M, FLOPs=110.4G2023.03 | 90.2 | 96.4 | 95.9 | 97.4 | 71.1 | — | |
| UNETRNumber of Parameters=92.8M, FLOPs=82.6G2023.03 | 88.6 | 92.7 | 94.7 | 96 | 71 | — | |
| CRaCBackbone=UNet2024.03 | 87.6 | — | — | — | — | 5.52 | |
| NACLBackbone=UNet2024.03 | 86.8 | — | — | — | — | 5.12 | |
| ECPBackbone=UNet, lambda=0.12024.03 | 86 | — | — | — | — | 5.3 | |
| LSBackbone=UNet, alpha=0.12024.03 | 86 | — | — | — | — | 5.33 | |
| SVLSBackbone=UNet2024.03 | 85.7 | — | — | — | — | 5.72 | |
| BWCRBackbone=UNet2024.03 | 84.8 | — | — | — | — | 5.39 | |
| MbLSBackbone=UNet2024.03 | 83.6 | — | — | — | — | 5.75 | |
| FLBackbone=UNet, gamma=32024.03 | 83.4 | — | — | — | — | 6.65 | |
| ASFOSDABackbone=U-Net, Protocol=ASFDA2026.06 | 80.11 | — | — | — | — | 5.2 | |
| ASFOSDABackbone=Swin UNETR, Protocol=ASFDA2026.06 | 79.81 | — | — | — | — | 5.64 | |
| UGTSTBackbone=U-Net, Protocol=ASFDA2026.06 | 74.76 | — | — | — | — | 6.52 | |
| CENTBackbone=U-Net, Protocol=ASFDA2026.06 | 74.56 | — | — | — | — | 6.8 | |
| UGTSTBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 73.99 | — | — | — | — | 6.88 | |
| MAXREPBackbone=U-Net, Protocol=ASFDA2026.06 | 73.88 | — | — | — | — | 7.26 | |
| CENTBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 73.85 | — | — | — | — | 7.44 | |
| MAXREPBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 72.62 | — | — | — | — | 7.82 | |
| PMARBackbone=U-Net, Protocol=ASFDA2026.06 | 72.31 | — | — | — | — | 8.2 | |
| PENTBackbone=U-Net, Protocol=ASFDA2026.06 | 72.24 | — | — | — | — | 8.24 | |
| LCBackbone=U-Net, Protocol=ASFDA2026.06 | 71.98 | — | — | — | — | 8.45 | |
| PMARBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 71.85 | — | — | — | — | 8.71 | |
| PENTBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 71.52 | — | — | — | — | 8.77 | |
| LCBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 71.44 | — | — | — | — | 8.82 | |
| Core-setBackbone=U-Net, Protocol=ASFDA2026.06 | 70.86 | — | — | — | — | 9.01 | |
| Core-setBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 70.59 | — | — | — | — | 9.25 | |
| RANDBackbone=U-Net, Protocol=ASFDA2026.06 | 68.18 | — | — | — | — | 10.94 | |
| RANDBackbone=Swin UNETR, Protocol=ASFDA2026.06 | 67.91 | — | — | — | — | 11.85 | |
| TT-SFUDABackbone=U-Net, Protocol=SFDA2026.06 | 47.62 | — | — | — | — | 38.31 | |
| TT-SFUDABackbone=Swin UNETR, Protocol=SFDA2026.06 | 47.37 | — | — | — | — | 40.82 | |
| FSMBackbone=U-Net, Protocol=SFDA2026.06 | 43.36 | — | — | — | — | 40.07 | |
| FSMBackbone=Swin UNETR, Protocol=SFDA2026.06 | 42.54 | — | — | — | — | 41.53 | |
| DPLBackbone=U-Net, Protocol=SFDA2026.06 | 40.92 | — | — | — | — | 44.45 | |
| DPLBackbone=Swin UNETR, Protocol=SFDA2026.06 | 39.93 | — | — | — | — | 46.56 | |
| Source OnlyBackbone=U-Net, Protocol=Lower Bound2026.06 | 12.36 | — | — | — | — | 62.32 | |
| Source OnlyBackbone=Swin UNETR, Protocol=Lower Bound2026.06 | 11.93 | — | — | — | — | 64.84 |